Speaking & Writing

Articles, talks, presentations, and research by Dr. Waleed Kadous on AI, machine learning, and technology.

šŸ“ Articles (30)

Announcing Multisage: Three minds are better than one

Jan 20, 2026

You fire off a prompt to ChatGPT, then immediately wonder what Claude would say. So you open another tab, paste the same question, compare.

How to Extend Your AI in 2026: A Practical Guide to a Messy Landscape

Jan 6, 2026

TL;DR: Want to extend your AI’s capabilities? The options are currently confusing.

2025: A Year of Writing About AI and Beyond

Dec 30, 2025

I was reflecting on what I’ve written in the past year, as you sometimes do in this season. What a great time to be alive: to see the 70-year promise of AI start to be fulfilled.

Welcome to the Context-Driven Development Party

Dec 23, 2025

TL;DR: Google just released Conductor, a Gemini CLI extension for structured AI development. It joins a growing family of tools (including Codev, Amazon’s Kiro, and GitHub’s Spec Kit) that all...

The Seven Spheres of Human-AI Co-Development

Dec 15, 2025

TL;DR: I’ve been talking to a lot of developers about how they use AI. What’s striking isn’t the tools they use, it’s how differently they work with them.

Problems of Success

Dec 9, 2025

TL;DR: When bootstrapping a product, the scarcest resource isn’t money or talent. Every hour you spend on a problem that only matters if you succeed is an hour stolen from making success happen.

The Evolution of AI Tool Use: MCP Went Sideways

Dec 8, 2025

TL;DR: I was really into MCP, but that was before I discovered half my context window was gone before I’d typed a single instruction. It turns out MCP was solving the right problem (flexible,...

Getting out of the cycle: fixloops make AI codevelopment more productive

Dec 1, 2025

TL;DR: if you’re repeatedly pasting debug logs and asking the AI to fix it, there’s a better way: create a fixloop and remove yourself from the debugging cycle. A fixloop is where the AI can see if...

The Architect-Builder Pattern: Scaling AI Development with Spec-Driven Teams

Nov 18, 2025

TL;DR: Currently, when using AI for software development, the typical work pattern is ā€œRound Robin AI Pair Programmingā€: you have 1–3 sessions with AI running at a time and you alternate between...

AGI is a Long Ways Off.

Oct 28, 2025

TL;DR: The hype around imminent AGI is overblown. Current AI systems have fundamental weaknesses.

The 4 characteristics of successful AI chat integrations

Oct 5, 2025

TL;DR: We’re still learning how to integrate chat interfaces in existing web apps. A lot of big companies are getting this badly wrong (including Google and Meta).

Natural Language is Now Code

Sep 22, 2025

TL;DR: With AI agents writing our code, natural language has become the new high-level programming language. But we’re still treating documentation like an afterthought while throwing away the...

Beyond Code with Claude Code: Why My Daily Driver AI Isn’t What You’d Expect

Sep 15, 2025

TL;DR: Advanced users should consider Claude Code as their daily driver AI, not just for coding. It’s the clearest glimpse we have of the agentic AI future: where agents actually have agency.

Good Context Leads to Good Code: How StockApp Built an AI-Native Engineering Culture

Aug 5, 2025

StockApp's engineering team designed their development culture around AI collaboration from inception. The team reports achieving approximately 2.

Career Paths Are Not Linear: Finding Your Purpose When You’re ā€œBehind Scheduleā€

Jul 28, 2025

TL;DR**: If you’re feeling lost about your career trajectory, you’re in good company. From Prophet Muhammad to Mel Robbins, history shows us that meaningful careers often don’t reveal themselves...

Denying incontrovertible truths

Jul 23, 2025

I’ve wrestled for a long time about trying to say something insightful or novel about Israel, but two recent articles in The New York Times inspired me to take a different approach. Rather than add...

The Edit Trick: Efficient LLM Annotation of Documents

Apr 17, 2025

AI generated image of a robotic cat jumping through a catflap TL;DR: The ā€œedit trickā€, like many good ideas, is simultaneously obvious and not. When annotating documents using LLMs, don’t send the...

Vibe-coding is a horrible idea. So is dismissing AI-assisted coding.

Apr 14, 2025

AI generated image of a lumberjack using a chainsaw blindfolded TL;DR: Vibe-coding is a horrible idea. It adds unnecessary complexity, it doesn’t always follow instructions, and sometimes it just...

What is MCP and why you should pay attention

Mar 28, 2025

TL;DR: MCP is really taking off. There are now thousands of MCP ā€œserversā€, and even though Anthropic invented it, just a few days ago OpenAI adopted it too.

Give Claude Code Context: One Principle, Many Implications

Mar 18, 2025

Context ripples out in many directions. Generated using Flux Pro 1.

Claude Code Top Tips: Lessons from the First 20 Hours

Mar 7, 2025

TL;DR: Claude Code is remarkable but requires intentional learning. I’ve used it for Python development, 3D design editing, documentation and even this article — outperforming alternatives across...

DeepSeek is amazing. And it has a pro-Chinese bias.

Jan 28, 2025

TL;DR: DeepSeek is a wonderful step in the development of open AI approaches. It also has a pretty serious pro-Chinese bias.

What makes o1 different

Sep 20, 2024

The release of OpenAI’s o1 model has confused many. Unlike previous models which were always about more (more parameters!

ICML 2024 Day 1 Highlights

Jul 23, 2024

ICML is one of the premier conferences in AI, perhaps only behind NeurIPS in prestige. It’s a great place to understand what’s happening at the cutting edge of AI.

High signal job interviewing: Bayesian style

Jun 29, 2024

TL;DR: To get the most out of interviews, use the answers to your questions so far to guide your next question. Make your questions up on the fly.

Lessons learned building a practical AI assistant

Feb 29, 2024

Generated by Dall-E 3 for the prompt ā€œGenerate an image appropriate for an Islamic AI assistant called Ansariā€ Over the last year, I’ve been working on an Islamic AI assistant called Ansari. The...

Experiments with Islam and LLMs

Apr 17, 2023

I recently started experimenting with how LLMs (in particular GPT-3. 5-turbo) answer questions about Islam.

Facebook’s own PR shows Frances Haugen is Right

Oct 6, 2021

\[NOTE: This is my personal opinion and does not represent the views of my employer\] ā€œIt’s one of these unfortunate consequences. No one at Facebook is malevolent, but the incentives are misaligned.

The Third Generation of Production ML Architectures

Apr 1, 2021

This post examines how production ML architectures have evolved through distinct generations, drawing parallels to GPU programming history. First Generation: Featured "fixed function" pipelines with...

The Power and Potential of Ray

Dec 20, 2020

Ray is a general purpose distributed computing paradigm that has been gaining momentum in both open source and commercial circles. People are using it for a wide variety of tasks: from a substrate...

šŸŽ„ Videos (22)

How Humans and AI Should Build Software Together — Codev Agent Farm Demo

29:03
Dec 16, 2025

Hi, my name's Ollie Kadus and today I'd like to demo agent farm to you. Agent farm is the UI for the codev project, a project that's an operating system for how humans and AI should build software...

Channel: Cluesmith LLC

Imam 2.0: Leveraging AI to Enhance Islamic Leadership

Full Page 6:13:37
Nov 5, 2025

A comprehensive 6-hour hands-on workshop empowering Imams and Muslim community workers to integrate AI tools into their daily work: khutbah preparation, community outreach, research, translation, and...

Channel: AMJA

Is AI Humanity's Greatest Ally or Final Rival?

42:02
Oct 16, 2025

You're listening to Wise Women with Daisy Khan, where faith rolls up its sleeves as a force for good and where women define the future with wisdom and wonder. I'm Daisy Khan, author, speaker, and a...

Channel: Wise Women with Daisy Khan

Advances In AI Assistants for Enhancing Quranic Understanding

1:26:32
Aug 22, 2025

Muhammed [Music] Doctorchee. Uber, Google I'm sorry.

Channel: Quran Computing

Presentation of Dr. Waleed Kadous: Artificial Intelligence in Islamic Research

17:25
Aug 23, 2024

[Music] our next speaker Dr red do will share his experiences building and running and S chat and will discuss the opportunities and risks of associated with integrating Ai and Islam Dr will lead is...

Channel: IQRA

Decoding LLM-based Approaches and Strategies

1:36:53
Jun 10, 2024

I still think that that's a very difficult problem real-time sensing real-time interaction you know any any human you know with 10 minutes of training can probably fold laundry yet there isn't a...

Channel: Startups Arabia Podcast

What is an AI? An Introduction

58:09
Jun 10, 2024

Uh thank you so much uh for the kind words at the beginning. Um uh I want to welcome everybody who came here especially the people who came from interstate and one of my favorite hadith is the...

Channel: Masjid DarusSalam

Navigating the Generative AI Solutions Landscape

31:40
Jan 4, 2024

[Music] hello and welcome to the iot chat where we explore the latest developments in the internet things I'm your host Christina Cardoza editorial director of inside. te and today we're going to be...

Channel: insightdottech

Real Use Case Patterns: How to Identify Problems LLMs Can Solve

28:09
Dec 8, 2023

our next speaker is the chief scientist at any scale and as uh as uh Sadir mentioned we are on in mile one many of us are running experiments figuring out how to use uh llms and Foundation models...

Channel: Industrial AI Federation

Data Exchange Podcast (Episode 209): Best Practices for Building LLM-Backed Applications

1:03:01
Dec 7, 2023

all right so today we're in for a treat we have wed kadus who is the chief scientist at any scale and again full disclosure I am an adviser to any scale and for our listeners this is an episode that...

Channel: Gradient Flow

LLMs In Production: Learning From Experience

31:27
Oct 31, 2023

thank you very much for joining me today it's a pleasure to speak to you all um so I I'm going to talk a little bit about uh what it takes to get llms from demo to production and so why don't I start...

Channel: The AI Conference

Beyond LLM v1: How Do We Get to the Next Level?

27:24
Sep 14, 2023

[Music] thank you hello my name is Waleed cadus I'm the chief scientist here at NHL and I'm really excited to talk to you today about going Beyond prototypes it's been very easy with chat GPT and...

Channel: AI Infrastructure Alliance

Generative AI Future Opportunities & Risk

1:00:15
Aug 18, 2023

[Music] foreign [Music] thank you so much for joining us um good morning I think it's morning from where you're joining us from right something like that midday yes good day all right then so I guess...

Channel: 3logy Limited

AI Scientist From Google sends WARNING to Muslims

20:42
Jul 21, 2023

Channel: OnePath Network

Scalable Evaluation and Serving of Open Source LLMs

34:57
Jul 3, 2023

I'm not in ASMR mode anymore you there what's up Waleed hey how's it going dimitrios are you doing all right I'm doing great man I'm blissing out now after that one oh yeah there we go there we go...

Channel: MLOps.community

ML Scalability Challenges

1:00:03
Apr 18, 2023

yeah my name is Willie cadus I'm the head of engineering here at any scale a company that is the behind the open source project right and believe it or not I really don't drink coffee maybe I'm the...

Channel: MLOps.community

Is Production Reinforcement Learning at a Tipping Point?

29:06
May 30, 2022

[Music] um it's an absolute pleasure to be with you folks again i had such a blast last time with dee um at the last year's applied conference and uh i'm really grateful for the introduction i i had...

Channel: Tecton

AI and Machine Learning for a Better World

1:16:45
Sep 6, 2021

[Music] so [Music] hello and welcome to today's wief think talk series 2021 final edition titled ai and machines learning for a competitive edge now let's welcome our solo performance by a wief...

Channel: WIEF FoundationTV

Third Generation Production Machine Learning

32:27
May 7, 2021

[Music] excellent so it's really great to see you folks today um i'm really excited to share some thinking that i've been doing recently about where is where are production ml architectures going let...

Channel: Tecton

Google I/O 2015 - Making Apps Context Aware: Opportunities and Pitfalls

45:23
Jun 2, 2015

My name is Wed Kadus and with me is Mark Stitus. We're members of the Android location and context team and we're super excited to be talking to you today about how to make your apps context aware.

Channel: Google for Developers

Google I/O 2013 - Beyond the Blue Dot: New Features in Android Location

38:45
May 16, 2013

Channel: Google for Developers

Google I/O 2013 - The Next Frontier: Indoor Maps

39:21
May 16, 2013

okay thank you very much we're really excited that you've joined us today my name is w cadus and next to me is Sarah Peterson the business product manager for indoor maps and we're really excited to...

Channel: Google for Developers

šŸ“Š Presentations (7)

Advances in AI Assistants for Enhancing Qur'anic Understanding: The Ansari Chat Journey

Sep 12, 2025

This presentation discusses the development of Ansari Chat, an AI assistant designed to help Muslims access Islamic knowledge and scholarship. Beginning as a basic chatbot in 2023, Ansari has grown...

Artificial Intentionality: Applying Prophetic Techniques to AI

Jul 14, 2025

In the Name of Allah, Most Beneficent, the Most Merciful By the end of this session: Realize criticality of Ummah adopting AI Get you actually using AI to be more creative, productive, knowledgeable,...

The Prophetic Strategy Summit - Putrajaya, Malaysia

Ansari: Practical experiences with an LLM-based Islamic Assistant

Dec 4, 2023

Ansari (https://ansari. chat) is a digital assistant for Muslims built on LLMs.

Use Case Patterns for LLM Applications (1)

Nov 14, 2023

What are the "use case patterns" for deploying LLMs into production? Understanding these will allow you to spot "LLM-shaped" problems in your own industry.

Open LLMs: Viable for Production or Low-Quality Toy?

Sep 27, 2023

Are Open LLMs useful for production applications, or are they low quality toys useful only for experiments? We share our experiences using open LLMs vs proprietary LLMs.

Is Production RL at a tipping point?

Jun 10, 2022

Reinforcement Learning has historically not been as widely adopted in production as other learning approaches (particularly supervised learning), despite being capable of addressing a broader set of...

Third Gen Production ML Architectures: Lessons from History, Experiences with Ray

Apr 23, 2021

Production ML architectures (deployed at scale in production) are evolving at a rapid pace. We suggest there have been two generations so far: the first generation were very much fixed function...